EXPOSED
This is a catch-all bucket — program coordinators, process improvement analysts, vendor and contract administrators, business continuity and compliance support staff — and the modal worker spends most of the day in spreadsheets, decks, trackers, dashboards, and status write-ups, which is exactly what current models do at usable quality. What survives is not the artifact but the cross-functional wrangling: getting a reluctant department to actually change a process, deciding which of three bad tradeoffs to escalate, and owning the outcome when a rollout stalls. No license, no signature requirement, so there is no regulatory floor under the role — the protection is purely organizational trust and accountability.
Headcount grew steadily across the period.
This line is counted by the Bureau of Labor Statistics — the one figure on this page that isn't a judgement of ours. Headcount moves on demand, offshoring, demographics and the business cycle, and automation is one term among several, often not the loudest.
So a falling line is not evidence that AI did it, and a rising one is not evidence that it won't. Both happen in this register: some occupations resist automation and shrink anyway, others are highly automatable and keep growing.
BLS projection, 2024–2034
+3% 1,205,700 → 1,242,000 on the projections basis
Exposed, but growing
AI can already do a lot of these tasks, and the BLS still expects +3% more of these jobs by 2034. Demand for the output is growing faster than the work is being automated away — the mechanism BLS gives for software developers, and the combination people most often misread as an error.
Different clocks. The score is what current AI could do to this work today. The projection is how many of these jobs will exist in 2034. Everything between the two — how fast employers actually adopt, whether demand grows in the meantime — is why they can point opposite ways without either being wrong.
~108,200 openings a year on average, including replacing people who leave.
PurserE-tailerMediatorCampaignerCaseworkerE-MerchantClaim AgentConciliatorLease BuyerPort PurserShip PurserBar ExaminerCue SelectorGrant WriterMerchandiserShop StewardWeb MerchantWeb RetailerGrant ManagerGrant OfficerSpecial AgentBusiness AgentChange ManagerCustoms Broker
The BLS uses Business Operations Specialists, All Other for work that doesn't fit any named occupation, so it covers roles that have little in common with each other. Two consequences worth knowing before you read anything below:
Holding it up: judgment & accountability . Weakest point: liability shield .
Mixed — a routine tier and a judgment tier Building the weekly KPI rollup, reconciling vendor invoices against PO lines, drafting the SOP after the process change, and turning meeting notes into a RAID log are all now generated at first-draft quality; what holds the score at 9 rather than 4 is the standing-in-a-doorway work — chasing the finance lead who missed the data cutoff, renegotiating a scope line with a supplier who is already behind, and sequencing a rollout across three teams with conflicting calendars.
Fully desk- and screen-based Occasional site walkthroughs for a process mapping exercise or a physical inventory count keep this off zero, but the desk, the laptop, and the conference room are the whole workplace, and nothing you touch has a torque spec.
No licence, no signature requirement There is no licence to hold — PMP, Lean Six Sigma, or CBAP are resume signals, not statutory gatekeepers — and when a contract term or a compliance filing goes wrong the signature on it belongs to a procurement officer, controller, or general counsel, not to you.
Meaningful discretion You decide what gets escalated, which of three imperfect vendor options to recommend, and whether a milestone is genuinely at risk or just late-looking, but the go/no-go, the spend authority, and the headcount consequences sit one or two levels above you, which is what caps this at 11 rather than putting it in the ownership band.
The verdict above describes this occupation as a whole. Almost nobody does the typical version of a job — tick what's actually in your week and see how your own mix sits.
Your task mix speaks to task resistance (9/20 here) — how much of the day's work current AI already does. That is the dimension the boxes above are about.
It cannot move the other three. Liability shield (2/20) is whether the law requires a licensed human to sign. Trust premium (8/20) is whether buyers specifically pay for a person. Judgment and accountability (11/20) is whether the role exists to own consequential calls. Those are facts about the occupation's standing, not about which tasks are in your week — a paralegal who does only trial exhibits still holds no licence. Together they are 21 of this occupation's 34 points (62%).
Embodiment (4/20) is also a property of the work rather than the worker, but we don't tag individual tasks as physical or not, so the picker can't tell you anything about it. That's a limit of this tool, not a claim.
Did we get the list right? Tell us what's missing — the tasks are written from the outside, and you're reading this from the inside.
The moves above are yours to make. This is the other half: what would have to change in the world for the occupation itself to score higher. None of it is in any one person's gift, but it is where the floor actually comes from. Scores here are not a one-way ratchet. Only two of the five dimensions — task resistance and embodiment — track what machines can do. The other three track law, what buyers will pay for, and who is answerable, and those move in both directions, often in response to the same pressure AI creates. If every lever below landed, this occupation would score around 46/100, still EXPOSED.
Formal internal ownership of AI-generated operational outputs: e.g. a named 'human owner of record' for each automated workflow, of the kind the EU AI Act Art. 26 human-oversight duty and NIST AI RMF 'accountable role' guidance are pushing large firms to designate. If ops specialists become the designated reviewers/escalation owners for automated vendor, continuity and compliance processes, the role's consequential-call share rises rather than falls.
Genuine two-tier structure: deck-building, tracker maintenance and status write-ups automate first, leaving cross-functional change management — persuading a reluctant department, negotiating scope with a vendor, deciding what to escalate. If headcount contracts onto the wrangling tier, measured resistance of the remaining job rises even with no new capability barrier.
Sarbanes-Oxley-style attestation extended downward: SOX 404 already forces named process owners to certify internal controls, and SEC cyber/incident disclosure rules (2023) push continuity and third-party risk into certified territory. A rule or auditor practice requiring a named individual to attest that a vendor-risk or continuity control was human-reviewed would create a signature floor where none exists.
Certification bodies (PMI, ASQ, DRI International, ISO 22301 lead-implementer regimes) becoming procurement prerequisites for government or regulated-industry contracts — a credential gate, not personal liability, so worth less than a true licence.
The limit. Even with all of these, this SOC bucket is heterogeneous and mostly unlicensed; the trust premium is organizational, not market-facing, so buyers cannot pay for a named human. Realistic ceiling is mid-40s, and the gains land unevenly — compliance and continuity subroles capture nearly all of them while program coordinators and process analysts capture none.
| Washington-Arlington-Alexandria, DC-VA-MD-WV | 76,600 | $104,770 +26% |
| Los Angeles-Long Beach-Anaheim, CA | 50,470 | $82,750 +0% |
| Atlanta-Sandy Springs-Roswell, GA | 43,720 | $80,020 -4% |
| New York-Newark-Jersey City, NY-NJ | 39,190 | $92,120 +11% |
| Seattle-Tacoma-Bellevue, WA | 38,800 | $101,920 +23% |
| Dallas-Fort Worth-Arlington, TX | 31,200 | $83,600 +1% |
| Denver-Aurora-Centennial, CO | 28,670 | $94,990 +14% |
| Houston-Pasadena-The Woodlands, TX | 24,360 | $82,060 -1% |
| Lexington Park, MD | 2,180 | $136,660 +65% |
| Huntsville, AL | 3,100 | $124,950 +50% |
| San Jose-Sunnyvale-Santa Clara, CA | 11,970 | $108,330 +30% |
EFE reports Visa is considering cutting up to 2,600 jobs as part of a shift toward greater use of artificial intelligence.
Has AI actually changed your work? One tap, anonymous, and the running tally is public. Nothing else is asked of you.
Rather than check back: get the digest and we'll tell you what changed — or watch a single occupation from its own page.